Data Prep

Starting with a clean environment:

rm(list=ls())

library("tidyverse")

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✔ dplyr     1.1.4     ✔ readr     2.1.5
✔ forcats   1.0.0     ✔ stringr   1.5.1
✔ ggplot2   3.5.1     ✔ tibble    3.2.1
✔ lubridate 1.9.3     ✔ tidyr     1.3.1
✔ purrr     1.0.4     ── Conflicts ───────────────────────────────────────────────────────────────────────── tidyverse_conflicts() ──
✖ dplyr::filter() masks stats::filter()
✖ dplyr::lag()    masks stats::lag()
ℹ Use the ]8;;http://conflicted.r-lib.org/conflicted package]8;; to force all conflicts to become errors

library("here")

here() starts at /Users/emmawalker/Desktop/git/eastcoastEPAbenthic

library("taxize") #for standardizing taxonomy - but so far I haven't needed this since all old taxons matched with corrections provided in the 2010 dataset

Registered S3 method overwritten by 'data.table':
  method           from
  print.data.table     

#remotes::install_github("ropensci/rfishbase")
library("rfishbase")

Attaching package: ‘rfishbase’

The following object is masked from ‘package:taxize’:

    synonyms

library("dplyr")
library("stringi")
library("lubridate") #for working with dates

Downloaded all benthic macroinvertebrate files from EPA. Had to also download site info files for some.

BC2000<-read_csv(here("current work", "raw data", "nca_benthicdata.csv")) #data w species counts early 2000's

Rows: 60932 Columns: 21── Column specification ───────────────────────────────────────────────────────────────────────────────────────
Delimiter: ","
chr (13): REGION, SITE_ID, taxon, lpil, phylum, class, order, family, genus, PSTL_CODE, NCA_REGION, ESTUARY...
dbl  (8): abund, grabarea_m2, num_m2, tot_abund, tot_num_m2, LON_DD, LAT_DD, SAMPYEAR
ℹ Use `spec()` to retrieve the full column specification for this data.
ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

BC2010a<-read_csv(here("current work", "raw data", "assessed_ncca2010_benthic_data.csv")) #data w species counts 2010 (used in water quality assessments)

Warning: One or more parsing issues, call `problems()` on your data frame for details, e.g.:
  dat <- vroom(...)
  problems(dat)Rows: 20239 Columns: 39── Column specification ───────────────────────────────────────────────────────────────────────────────────────
Delimiter: ","
chr (24): SITE_ID, STATE, DATE_COL, TAXON_ORIGINAL, TAXON_CORRECTED, CONDITION, DISTINCT, FLAGGED, IMMATURE...
dbl (15): UID, SCREENSIZE, TOTAL, ADULT, LARVAE, NUM_AGGREGATED, PUPAE, SAMPLE_ID, WORMS_APHIAID, ITIS_TSN,...
ℹ Use `spec()` to retrieve the full column specification for this data.
ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

BC2010b<-read_csv(here("current work", "raw data", "not_assessed_ncca2010_benthic_data.csv")) #data w species counts 2010 (not used in water quality assessments) *ALL FROM VISIT 2 so ignore

Rows: 4157 Columns: 40── Column specification ───────────────────────────────────────────────────────────────────────────────────────
Delimiter: ","
chr (30): SITE_ID, STATE, DATE_COL, SCREENSIZE, TAXON_ORIGINAL, TAXON_CORRECTED, CONDITION, DISTINCT, FLAGG...
dbl (10): UID, VISIT_NO, TOTAL, ADULT, LARVAE, NUM_AGGREGATED, PUPAE, SAMPLE_ID, WORMS_APHIAID, ITIS_TSN
ℹ Use `spec()` to retrieve the full column specification for this data.
ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

BC2010asites<-read_csv(here("current work", "raw data", "assessed_ncca2010_siteinfo.revised.06212016.csv")) #site info 2010 (used in water quality assessments)

Rows: 1104 Columns: 31── Column specification ───────────────────────────────────────────────────────────────────────────────────────
Delimiter: ","
chr (24): SITE_ID, STATE, DATE_COL, WTBDY_NM, SITESAMP, INDEX_VISIT, NCCR_REG, NCA_REGION, COUNTRY, PROVINC...
dbl  (7): UID, VISIT_NO, EPA_REG, STATION_DEPTH, ALAT_DD, ALON_DD, WGT_NCCA10
ℹ Use `spec()` to retrieve the full column specification for this data.
ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

BC2010bsites<-read_csv(here("current work", "raw data", "not_assessed_ncca2010_siteinfo.revised.06212016.csv")) #site info 2010 (not used in water quality assessments) *ALL FROM VISIT 2 so ignore

Rows: 707 Columns: 33── Column specification ───────────────────────────────────────────────────────────────────────────────────────
Delimiter: ","
chr (24): SITE_ID, STATE, DATE_COL, WTBDY_NM, SITESAMP, INDEX_VISIT, NCCR_REG, NCA_REGION, COUNTRY, PROVINC...
dbl  (9): UID, VISIT_NO, EPA_REG, STATION_DEPTH, ALAT_DD, ALON_DD, TLAT_DD, TLON_DD, WGT_NCCA10
ℹ Use `spec()` to retrieve the full column specification for this data.
ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

BG2010<-read_csv(here("current work", "raw data", "ncca2010_benthic_indicator_status.csv")) #data w necessary info on grabs

Rows: 1104 Columns: 28── Column specification ───────────────────────────────────────────────────────────────────────────────────────
Delimiter: ","
chr (18): SITE_ID, PSTL_CODE, WTBDY_NM, RSRC_CLASS, NCCA_REG, GREAT_LAKE, NPSPARK, NEP_NM, STATUS_ALL, TNT_...
dbl (10): UID, LON_DD, LAT_DD, ALBERS_X, ALBERS_Y, EPA_REG, WGT_SQMI10, WGT_SQMIFT, NCA_BI, OTI
ℹ Use `spec()` to retrieve the full column specification for this data.
ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

BG2015<-read_csv(here("current work", "raw data", "ncca_2015_benthic_grab_estuarine-data.csv")) #data on the just the grabs 2015

Rows: 1757 Columns: 23── Column specification ───────────────────────────────────────────────────────────────────────────────────────
Delimiter: ","
chr (23): PUBLICATION_DATE, STUDY, UID, SITE_ID, PSTL_CODE, VISIT_NO, SAMPLE_ID, YEAR, DATE_COL, NCCA_REG, ...
ℹ Use `spec()` to retrieve the full column specification for this data.
ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

BC2015<-read_csv(here("current work", "raw data", "ncca_2015_benthic_count_estuarine-data.csv")) #data w species counts 2015

Rows: 19602 Columns: 22── Column specification ───────────────────────────────────────────────────────────────────────────────────────
Delimiter: ","
chr (15): PUBLICATION_DATE, SITE_ID, DATE_COL, STUDY, PSTL_CODE, NCCA_REG, INDEX_AP, INDEX_NCCA15, IS_DISTI...
dbl  (7): TAXA_ID, UID, VISIT_NO, YEAR, TOTAL, APHIA_ID, ITISTSN
ℹ Use `spec()` to retrieve the full column specification for this data.
ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

BC2015sites<-read_csv(here("current work", "raw data", "ncca_2015_site_information_estuarine-data.csv")) #data w site info 2015

Rows: 799 Columns: 52── Column specification ───────────────────────────────────────────────────────────────────────────────────────
Delimiter: ","
chr (37): PUBLICATION_DATE, SITE_ID, DATE_COL, STUDY, PSTL_CODE, UNIQUE_ID, WGT_CAT_AP, DWH_REGION, EPA_REG...
dbl (12): UID, YEAR, VISIT_NO, LAT_DD83, LON_DD83, XCOORD, YCOORD, WGT_SP_AP, WGT_SP, LAT_DD, LON_DD, STATI...
lgl  (3): COUNTRY, GREAT_LAKE, NPS_PARK
ℹ Use `spec()` to retrieve the full column specification for this data.
ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

BG2020<-read_csv(here("current work", "raw data", "ncca20_bentgrab_data.csv")) #data on just the grabs 2020

Rows: 1285 Columns: 17── Column specification ───────────────────────────────────────────────────────────────────────────────────────
Delimiter: ","
chr (11): PUBLICATION_DATE, UNIQUE_ID, SITE_ID, DATE_COL, PSTL_CODE, WTBDY_TYPE, GRAB_DEPTH, GRAB_TYPE, NOT...
dbl  (5): UID, VISIT_NO, FINAL_GRAB_AREA, GRABS, SALINITY
lgl  (1): SIEVE_SIZE
ℹ Use `spec()` to retrieve the full column specification for this data.
ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

BC2020<-read_csv(here("current work", "raw data", "ncca20_bentcount_data.csv")) #data w species counts 2020

Rows: 26829 Columns: 20── Column specification ───────────────────────────────────────────────────────────────────────────────────────
Delimiter: ","
chr (12): PUBLICATION_DATE, UNIQUE_ID, SITE_ID, DATE_COL, PSTL_CODE, WTBDY_TYPE, TARGET_TAXON, HABITAT, PHY...
dbl  (8): UID, VISIT_NO, TAXA_ID, APHIA_ID, ITISTSN, DENSITY, IS_DISTINCT, TOTAL
ℹ Use `spec()` to retrieve the full column specification for this data.
ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

BC2020Esites<-read_csv(here("current work", "raw data", "ncca20_siteinfo_estuaries_data_2.csv")) # estuary site info 2020

Rows: 911 Columns: 36── Column specification ───────────────────────────────────────────────────────────────────────────────────────
Delimiter: ","
chr (25): PUBLICATION_DATE, UNIQUE_ID, SITE_ID, DATE_COL, PSTL_CODE, WTBDY_TYPE, IND_DOMAIN, EPA_REG, EST_G...
dbl (11): UID, VISIT_NO, LAT_DD, LON_DD, STATION_DEPTH, YEAR, DSGN_CYCLE, LAT_DD83, LON_DD83, XCOORD, YCOORD
ℹ Use `spec()` to retrieve the full column specification for this data.
ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

BC2020Rsites<-read_csv(here("current work", "raw data", "ncca20_siteinfo_reef_flats_data.csv")) #reef flat site info 2020

Rows: 165 Columns: 30── Column specification ───────────────────────────────────────────────────────────────────────────────────────
Delimiter: ","
chr (19): PUBLICATION_DATE, UNIQUE_ID, SITE_ID, DATE_COL, PSTL_CODE, IND_DOMAIN, EPA_REG, EVAL_CAT, FEAT_NM...
dbl (11): UID, YEAR, VISIT_NO, LAT_DD, LON_DD, STATION_DEPTH, DSGN_CYCLE, LAT_DD84, LON_DD84, XCOORD, YCOORD
ℹ Use `spec()` to retrieve the full column specification for this data.
ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

#missing coordinates data for 2015
#BG2015
#BC2015

Step 1: Cut data so only considering east coast marine estuaries

Using the buoy marking the southern most extent of Florida located at 24.469833 N, -80.20817 E and selecting only observations made NE of it to get only east coast observations.

BC2000<-BC2000 %>%
  filter(LON_DD > -80.20817 & LAT_DD > 24.469833) %>% #note: this filter alone will give all of the east coast observations since there are no other observations NE of this point
  filter(NCA_REGION == "East_Coast") # but can ensure by adding this
#BC2000

BC2010a<-merge(BC2010a, BC2010asites, by = "UID") #merging these two data frames so can get the coordinates of each grab sample since these aren't in the count data
BC2010a<-BC2010a %>%
  filter(ALON_DD > -80.20817 & ALAT_DD > 24.469833) %>%
  filter(NCA_REGION == "East Coast") #to remove Great Lakes samples located NE of this point
#BC2010a

BC2010b<-merge(BC2010b, BC2010bsites, by = "UID")
BC2010b<-BC2010b %>%
  filter(TLON_DD > -80.20817 & TLAT_DD > 24.469833) %>% 
  filter(NCA_REGION == "East Coast") #to remove Great Lakes samples located NE of this point and any from Hawaii
#BC2010b

#Also need grab area data so we can calculate species densities
ga<-BG2015 %>% select(UID, FINAL_GRAB_AREA) 
BC2015<-merge(BC2015, ga, by="UID")
coords<-BC2015sites %>% select(UID, LON_DD, LAT_DD, NCA_REG) # get coordinates for each site and region info from the 2010 data
BC2015<-merge(BC2015, coords, by="UID")
BC2015 %>%
  filter(LON_DD > -80.20817 & LAT_DD > 24.469833) %>% #note: this filter alone will give all of the east coast observations since there are no other observations NE of this point
  filter(NCA_REG == "East_Coast") # but can ensure by adding this

#BC2015


BC2020 %>% filter(HABITAT == "EST")

coords<-BC2020Esites %>% select(UID, LON_DD, LAT_DD, NCA_REG) # get coordinates for each site and region info from the 2020 estuary data
BC2020<-merge(BC2020, coords, by = "UID")
BC2020 %>%
  filter(LON_DD > -80.20817 & LAT_DD > 24.469833) %>% #note: this filter alone will give all of the east coast observations since there are no other observations NE of this point
  filter(NCA_REG == "East_Coast") # but can ensure by adding this

#BC2020

Step 2: Match up taxonomy of early 2000’s with 2010 data. Then match up taxonomy to data in sealifbase.

BC2000x<-BC2000 %>% mutate(TAXON_ORIGINAL = taxon) #create column to match up the original taxon names in the 2000s data to the original taxon names in the 2010 data
txn_cors<-BC2010a %>%
  select("TAXON_ORIGINAL", "TAXON_CORRECTED", "WORMS_APHIAID") #taxonomic corrections applied to 2010 data
BC2000cor<-merge(BC2000x, txn_cors, by="TAXON_ORIGINAL") #matching up the corrections applied to the 2010 data to the 2000s data
#CHECK out the corrections that were applied:
#BC2000cor %>% select("TAXON_ORIGINAL", "taxon", "TAXON_CORRECTED", "WORMS_APHIAID") %>%
#  filter(taxon != TAXON_CORRECTED)

Step 3: extracting and calculating the common data columns of interest to us and assembling one complete dataset to work with.

#DATA we care about:
BC2000cor #columns we care about: 

#A) SITE_ID 
#B) tot_num_m2
#C) LON_DD 
#D) LAT_DD 
#E) SAMPYEAR 
#F) WORMS_APHIAID 
BC2000cor<-BC2000cor %>% select(SITE_ID, tot_num_m2, LON_DD, LAT_DD, SAMPYEAR, WORMS_APHIAID)

BC2010a #coloumns we care about: 

#A) SITE_ID = SITE_ID.x 
#B) tot_num_m2 = TOTAL/Final_Grab_Area(m2)
#C) LON_DD = ALON_DD
#D) LAT_DD = ALAT_DD
#E) SAMPYEAR = 2010
#F) WORMS_APHIAID
#G) ***MAP_DATUM*** use this for mapping all the data as this should be consistent for all the data
#H) ***VISIT_NO*** need to decide whether to use repeat visits or not -> filter for 1st visit
BC2010a<-BC2010a %>% filter(VISIT_NO == 1)
colnames(BC2010a)<-c(colnames(BC2010a[,1:34]), "FINAL_GRAB_AREA_m2", colnames(BC2010a[,36:length(colnames(BC2010a))]))
BC2010a<-BC2010a %>% mutate(SITE_ID = SITE_ID.x,
                   tot_num_m2 = TOTAL/FINAL_GRAB_AREA_m2,
                   LON_DD = ALON_DD,
                   LAT_DD = ALAT_DD,
                   SAMPYEAR = 2010) %>%
  select(SITE_ID, tot_num_m2, LON_DD, LAT_DD, SAMPYEAR, WORMS_APHIAID)

#BC2010b
#A) SITE_ID = SITE_ID.x
#B) tot_num_m2 = TOTAL/Final_Grab_Area(m2)
#C) LON_DD = TLON_DD
#D) LAT_DD = TLAT_DD
#E) SAMPYEAR = year(as.Date(DATE_COL.x))
#F) WORMS_APHAID
#H) ***VISIT_NO.y*** need to decide whether to use repeat visits or not -> filter for 1st visit
#BC2010b<-BC2010b %>% filter(VISIT_NO.x == 1) # *ALL FROM VISIT 2 so ignore


BC2015

#A) SITE_ID
#B) tot_num_m2 = TOTAL/ ***need area of grabs for this data***
#C) LON_DD
#D) LAT_DD
#E) SAMPYEAR = YEAR
#F) WORMS_APHAID = APHIA_ID
#H) ***VISIT_NO*** need to decide whether to use repeat visits or not -> filter for 1st visit
BC2015<-BC2015 %>% filter(VISIT_NO == 1)
BC2015<-BC2015 %>% mutate(tot_num_m2 = TOTAL/as.numeric(FINAL_GRAB_AREA),
                   SAMPYEAR = YEAR,
                   WORMS_APHIAID = APHIA_ID) %>%
  select(SITE_ID, tot_num_m2, LON_DD, LAT_DD, SAMPYEAR, WORMS_APHIAID)

BC2020

#A) SITE_ID
#B) tot_num_m2 = DENSITY
#C) LON_DD 
#D) LAT_DD
#E) SAMPYEAR = 2020
#F) WORMS_APHAID = APHIA_ID
#H) ***VISIT_NO*** need to decide whether to use repeat visits or not -> filter for 1st visit
BC2020<-BC2020 %>% filter(VISIT_NO == 1)
BC2020<-BC2020 %>% mutate(tot_num_m2 = DENSITY,
                   SAMPYEAR = 2020, 
                   WORMS_APHIAID = APHIA_ID) %>%
  select(SITE_ID, tot_num_m2, LON_DD, LAT_DD, SAMPYEAR, WORMS_APHIAID)

all.data<-rbind(BC2000cor, BC2010a, BC2015, BC2020)
all.data

# ********TRYING TO MATCH UP SPECIES IN THE EARLY 2000s DATA WITH EITHER WORMS OR SEALIFEBASE!!! NOT WORKING!!!************
BC2000cor %>% select(TAXON_CORRECTED, WORMS_APHIAID) %>% unique() #to look at corrected names and their supposed AphiaIDs in WoRMS

Error in `select()`:
! Can't select columns that don't exist.
✖ Column `TAXON_CORRECTED` doesn't exist.
Run `]8;;x-r-run:rlang::last_trace()rlang::last_trace()]8;;` to see where the error occurred.

fb_tbl("species", "sealifebase")

Registered S3 methods overwritten by 'dbplyr':
  method         from
  print.tbl_lazy     
  print.tbl_sql      

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